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从语音数据预测疲劳的不同维度:对轮班工人的纵向研究

Predicting different dimensions of fatigue from speech data: a longitudinal study in shift workers
Agnes Norbury、Alexandra Livia Georgescu、Ayla Pollmann · npj Digital Medicine · 2026-11-03

研究信息

期刊 / 来源
npj Digital Medicine
发表日期
2026-11-03
文献库
OpenAlex
作者
Agnes Norbury, Alexandra Livia Georgescu, Ayla Pollmann
DOI
10.1038/s41746-026-03437-0
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英文原文摘要全文

ABSTRACT Background Shift work, or working outside of normal circadian cycles, is associated with both experience of fatigue and poorer long-term physical and mental health. However, current methods for assessing fatigue present several barriers to building understanding of how these risks develop over time within individuals. Objective Here, we explore the potential of momentary speech activity-based fatigue measurement in a large, multi-lingual cohort of shift workers, using an intensive longitudinal study design (twice-daily measurement over two weeks in N =1,197 individuals from six differ

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